Overview

Dataset statistics

Number of variables51
Number of observations388
Missing cells0
Missing cells (%)0.0%
Duplicate rows102
Duplicate rows (%)26.3%
Total size in memory154.7 KiB
Average record size in memory408.3 B

Variable types

CAT48
NUM2
BOOL1

Warnings

Dataset has 102 (26.3%) duplicate rows Duplicates

Reproduction

Analysis started2021-03-27 03:56:43.040306
Analysis finished2021-03-27 03:57:53.616151
Duration1 minute and 10.58 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

Age
Real number (ℝ≥0)

Distinct16
Distinct (%)4.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean24.62886598
Minimum18
Maximum33
Zeros0
Zeros (%)0.0%
Memory size3.0 KiB
2021-03-27T09:27:53.780548image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum18
5-th percentile21
Q123
median24
Q326
95-th percentile31
Maximum33
Range15
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.975592661
Coefficient of variation (CV)0.1208172826
Kurtosis0.25601405
Mean24.62886598
Median Absolute Deviation (MAD)2
Skewness0.8098768724
Sum9556
Variance8.854151682
MonotocityNot monotonic
2021-03-27T09:27:53.983656image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=16)
ValueCountFrequency (%) 
237318.8%
 
225714.7%
 
255213.4%
 
245012.9%
 
26359.0%
 
21235.9%
 
27215.4%
 
32164.1%
 
28153.9%
 
29143.6%
 
Other values (6)328.2%
 
ValueCountFrequency (%) 
1810.3%
 
1941.0%
 
2092.3%
 
21235.9%
 
225714.7%
 
ValueCountFrequency (%) 
3310.3%
 
32164.1%
 
3182.1%
 
3092.3%
 
29143.6%
 

Gender
Categorical

Distinct2
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Male
222 
Female
166 
ValueCountFrequency (%) 
Male22257.2%
 
Female16642.8%
 
2021-03-27T09:27:54.228088image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:27:54.360791image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:54.517029image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length6
Median length4
Mean length4.855670103
Min length4

Marital Status
Categorical

Distinct3
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Single
268 
Married
108 
Prefer not to say
 
12
ValueCountFrequency (%) 
Single26869.1%
 
Married10827.8%
 
Prefer not to say123.1%
 
2021-03-27T09:27:54.743990image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:27:54.894049image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:55.050287image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length6
Mean length6.618556701
Min length6

Occupation
Categorical

Distinct4
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Student
207 
Employee
118 
Self Employeed
54 
House wife
 
9
ValueCountFrequency (%) 
Student20753.4%
 
Employee11830.4%
 
Self Employeed5413.9%
 
House wife92.3%
 
2021-03-27T09:27:55.292997image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:27:55.480575image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:55.652437image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length14
Median length7
Mean length8.347938144
Min length7

Monthly Income
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
No Income
187 
25001 to 50000
69 
More than 50000
62 
10001 to 25000
45 
Below Rs.10000
25 
ValueCountFrequency (%) 
No Income18748.2%
 
25001 to 500006917.8%
 
More than 500006216.0%
 
10001 to 250004511.6%
 
Below Rs.10000256.4%
 
2021-03-27T09:27:55.930645image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:27:56.114648image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:56.341477image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length15
Median length14
Mean length11.75
Min length9
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Graduate
177 
Post Graduate
174 
Ph.D
23 
School
 
12
Uneducated
 
2
ValueCountFrequency (%) 
Graduate17745.6%
 
Post Graduate17444.8%
 
Ph.D235.9%
 
School123.1%
 
Uneducated20.5%
 
2021-03-27T09:27:56.586750image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:27:56.762604image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:57.017911image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length13
Median length8
Mean length9.953608247
Min length4

Family size
Real number (ℝ≥0)

Distinct6
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.280927835
Minimum1
Maximum6
Zeros0
Zeros (%)0.0%
Memory size3.0 KiB
2021-03-27T09:27:57.202669image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile6
Maximum6
Range5
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.35102494
Coefficient of variation (CV)0.4117813642
Kurtosis-0.6634980527
Mean3.280927835
Median Absolute Deviation (MAD)1
Skewness0.4013763516
Sum1273
Variance1.825268388
MonotocityNot monotonic
2021-03-27T09:27:57.424319image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
311730.2%
 
210126.0%
 
46316.2%
 
55413.9%
 
6297.5%
 
1246.2%
 
ValueCountFrequency (%) 
1246.2%
 
210126.0%
 
311730.2%
 
46316.2%
 
55413.9%
 
ValueCountFrequency (%) 
6297.5%
 
55413.9%
 
46316.2%
 
311730.2%
 
210126.0%
 

Medium (P1)
Categorical

Distinct4
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Food delivery apps
358 
Walk-in
 
22
Direct call
 
5
Web browser
 
3
ValueCountFrequency (%) 
Food delivery apps35892.3%
 
Walk-in225.7%
 
Direct call51.3%
 
Web browser30.8%
 
2021-03-27T09:27:57.660829image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:27:58.066732image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:58.280919image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length18
Median length18
Mean length17.23195876
Min length7

Medium (P2)
Categorical

Distinct3
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Direct call
208 
Walk-in
104 
Web browser
76 
ValueCountFrequency (%) 
Direct call20853.6%
 
Walk-in10426.8%
 
Web browser7619.6%
 
2021-03-27T09:27:58.522615image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:27:58.682747image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:58.891063image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length12
Median length12
Mean length10.92783505
Min length8

Meal(P1)
Categorical

Distinct4
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Snacks
124 
Lunch
120 
Dinner
91 
Breakfast
53 
ValueCountFrequency (%) 
Snacks12432.0%
 
Lunch12030.9%
 
Dinner9123.5%
 
Breakfast5313.7%
 
2021-03-27T09:27:59.143162image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:27:59.314720image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:59.528268image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length9
Median length6
Mean length6.100515464
Min length5

Meal(P2)
Categorical

Distinct3
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Dinner
312 
Snacks
48 
Lunch
 
28
ValueCountFrequency (%) 
Dinner31280.4%
 
Snacks4812.4%
 
Lunch287.2%
 
2021-03-27T09:27:59.773686image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:27:59.970484image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:00.147357image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length7
Median length7
Mean length6.927835052
Min length6

Perference(P1)
Categorical

Distinct4
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Non Veg foods (Lunch / Dinner)
315 
Veg foods (Breakfast / Lunch / Dinner)
69 
Sweets
 
3
Bakery items (snacks)
 
1
ValueCountFrequency (%) 
Non Veg foods (Lunch / Dinner)31581.2%
 
Veg foods (Breakfast / Lunch / Dinner)6917.8%
 
Sweets30.8%
 
Bakery items (snacks)10.3%
 
2021-03-27T09:28:00.379671image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique1 ?
Unique (%)0.3%
2021-03-27T09:28:00.565221image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:00.820940image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length38
Median length30
Mean length31.21391753
Min length6

Perference(P2)
Categorical

Distinct4
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Veg foods (Breakfast / Lunch / Dinner)
294 
Sweets
46 
Ice cream / Cool drinks
35 
Bakery items (snacks)
 
13
ValueCountFrequency (%) 
Veg foods (Breakfast / Lunch / Dinner)29475.8%
 
Sweets4611.9%
 
Ice cream / Cool drinks359.0%
 
Bakery items (snacks)133.4%
 
2021-03-27T09:28:01.095567image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:01.287550image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:01.707396image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length39
Median length39
Mean length33.28350515
Min length7
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
235 
Strongly agree
67 
Disagree
58 
Neutral
 
20
Strongly disagree
 
8
ValueCountFrequency (%) 
Agree23560.6%
 
Strongly agree6717.3%
 
Disagree5814.9%
 
Neutral205.2%
 
Strongly disagree82.1%
 
2021-03-27T09:28:02.130753image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:02.313077image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:02.618943image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length5
Mean length7.353092784
Min length5

Time saving
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
143 
Strongly agree
115 
Disagree
66 
Neutral
55 
Strongly disagree
 
9
ValueCountFrequency (%) 
Agree14336.9%
 
Strongly agree11529.6%
 
Disagree6617.0%
 
Neutral5514.2%
 
Strongly disagree92.3%
 
2021-03-27T09:28:02.890678image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:03.138657image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:03.358936image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length8.739690722
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
169 
Strongly agree
104 
Neutral
55 
Disagree
45 
Strongly disagree
 
15
ValueCountFrequency (%) 
Agree16943.6%
 
Strongly agree10426.8%
 
Neutral5514.2%
 
Disagree4511.6%
 
Strongly disagree153.9%
 
2021-03-27T09:28:03.637757image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:03.860017image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:04.049662image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length8.507731959
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
143 
Strongly agree
93 
Neutral
76 
Disagree
52 
Strongly disagree
24 
ValueCountFrequency (%) 
Agree14336.9%
 
Strongly agree9324.0%
 
Neutral7619.6%
 
Disagree5213.4%
 
Strongly disagree246.2%
 
2021-03-27T09:28:04.277234image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:04.425603image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:04.613104image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length8.693298969
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
132 
Strongly agree
94 
Neutral
76 
Disagree
63 
Strongly disagree
23 
ValueCountFrequency (%) 
Agree13234.0%
 
Strongly agree9424.2%
 
Neutral7619.6%
 
Disagree6316.2%
 
Strongly disagree235.9%
 
2021-03-27T09:28:04.832002image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:04.974665image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:05.234633image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length8.770618557
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
141 
Neutral
112 
Strongly agree
68 
Disagree
49 
Strongly disagree
18 
ValueCountFrequency (%) 
Agree14136.3%
 
Neutral11228.9%
 
Strongly agree6817.5%
 
Disagree4912.6%
 
Strongly disagree184.6%
 
2021-03-27T09:28:05.491274image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:05.647558image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:05.851576image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length8.090206186
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
161 
Strongly agree
111 
Neutral
68 
Disagree
27 
Strongly disagree
21 
ValueCountFrequency (%) 
Agree16141.5%
 
Strongly agree11128.6%
 
Neutral6817.5%
 
Disagree277.0%
 
Strongly disagree215.4%
 
2021-03-27T09:28:06.098644image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:06.257950image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:06.464216image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length8.783505155
Min length5

Self Cooking
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
166 
Disagree
140 
Neutral
48 
Strongly agree
19 
Strongly disagree
 
15
ValueCountFrequency (%) 
Agree16642.8%
 
Disagree14036.1%
 
Neutral4812.4%
 
Strongly agree194.9%
 
Strongly disagree153.9%
 
2021-03-27T09:28:06.698669image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:06.946646image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:07.178730image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length7.234536082
Min length5

Health Concern
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
121 
Disagree
119 
Neutral
68 
Strongly agree
67 
Strongly disagree
13 
ValueCountFrequency (%) 
Agree12131.2%
 
Disagree11930.7%
 
Neutral6817.5%
 
Strongly agree6717.3%
 
Strongly disagree133.4%
 
2021-03-27T09:28:07.466088image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:07.730068image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:07.942783image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length8
Mean length8.226804124
Min length5

Late Delivery
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
163 
Neutral
87 
Disagree
74 
Strongly disagree
33 
Strongly agree
31 
ValueCountFrequency (%) 
Agree16342.0%
 
Neutral8722.4%
 
Disagree7419.1%
 
Strongly disagree338.5%
 
Strongly agree318.0%
 
2021-03-27T09:28:08.226489image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:08.695008image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:08.922477image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length7.760309278
Min length5

Poor Hygiene
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Disagree
112 
Agree
110 
Neutral
88 
Strongly agree
52 
Strongly disagree
26 
ValueCountFrequency (%) 
Disagree11228.9%
 
Agree11028.4%
 
Neutral8822.7%
 
Strongly agree5213.4%
 
Strongly disagree266.7%
 
2021-03-27T09:28:09.201410image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:09.342043image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:09.546118image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length8.329896907
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Disagree
143 
Agree
99 
Neutral
85 
Strongly agree
31 
Strongly disagree
30 
ValueCountFrequency (%) 
Disagree14336.9%
 
Agree9925.5%
 
Neutral8521.9%
 
Strongly agree318.0%
 
Strongly disagree307.7%
 
2021-03-27T09:28:09.772717image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:09.928957image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:10.223245image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length8
Mean length8.190721649
Min length5

Unavailability
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Disagree
126 
Agree
95 
Neutral
73 
Strongly disagree
63 
Strongly agree
31 
ValueCountFrequency (%) 
Disagree12632.5%
 
Agree9524.5%
 
Neutral7318.8%
 
Strongly disagree6316.2%
 
Strongly agree318.0%
 
2021-03-27T09:28:10.461056image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:10.602369image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:10.881994image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length8
Mean length9.018041237
Min length5

Unaffordable
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Disagree
153 
Strongly disagree
82 
Agree
63 
Neutral
62 
Strongly agree
28 
ValueCountFrequency (%) 
Disagree15339.4%
 
Strongly disagree8221.1%
 
Agree6316.2%
 
Neutral6216.0%
 
Strongly agree287.2%
 
2021-03-27T09:28:11.116371image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:11.280097image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:11.477916image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length8
Mean length9.68814433
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
185 
Disagree
108 
Neutral
46 
Strongly agree
42 
Strongly disagree
 
7
ValueCountFrequency (%) 
Agree18547.7%
 
Disagree10827.8%
 
Neutral4611.9%
 
Strongly agree4210.8%
 
Strongly disagree71.8%
 
2021-03-27T09:28:11.723391image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:11.890621image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:12.164306image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length7.262886598
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
142 
Neutral
104 
Disagree
68 
Strongly agree
56 
Strongly disagree
18 
ValueCountFrequency (%) 
Agree14236.6%
 
Neutral10426.8%
 
Disagree6817.5%
 
Strongly agree5614.4%
 
Strongly disagree184.6%
 
2021-03-27T09:28:12.389639image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:12.546676image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:12.752093image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length7.917525773
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
189 
Neutral
78 
Disagree
61 
Strongly agree
44 
Strongly disagree
 
16
ValueCountFrequency (%) 
Agree18948.7%
 
Neutral7820.1%
 
Disagree6115.7%
 
Strongly agree4411.3%
 
Strongly disagree164.1%
 
2021-03-27T09:28:13.009575image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:13.173293image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:13.414359image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length7.389175258
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Disagree
129 
Agree
91 
Neutral
65 
Strongly agree
53 
Strongly disagree
50 
ValueCountFrequency (%) 
Disagree12933.2%
 
Agree9123.5%
 
Neutral6516.8%
 
Strongly agree5313.7%
 
Strongly disagree5012.9%
 
2021-03-27T09:28:13.659277image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:13.825889image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:14.069326image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length8
Mean length9.108247423
Min length5

Missing item
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Disagree
138 
Agree
74 
Strongly agree
66 
Neutral
62 
Strongly disagree
48 
ValueCountFrequency (%) 
Disagree13835.6%
 
Agree7419.1%
 
Strongly agree6617.0%
 
Neutral6216.0%
 
Strongly disagree4812.4%
 
2021-03-27T09:28:14.306652image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:14.466656image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:14.690808image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length8
Mean length9.402061856
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Disagree
126 
Strongly disagree
87 
Agree
69 
Neutral
65 
Strongly agree
41 
ValueCountFrequency (%) 
Disagree12632.5%
 
Strongly disagree8722.4%
 
Agree6917.8%
 
Neutral6516.8%
 
Strongly agree4110.6%
 
2021-03-27T09:28:14.930640image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:15.148806image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:15.345526image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length8
Mean length9.951030928
Min length5
Distinct3
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Yes
301 
No
48 
Maybe
39 
ValueCountFrequency (%) 
Yes30177.6%
 
No4812.4%
 
Maybe3910.1%
 
2021-03-27T09:28:15.578694image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:15.736105image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:15.978518image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length5
Median length3
Mean length3.077319588
Min length2

Order Time
Categorical

Distinct3
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Anytime (Mon-Sun)
269 
Weekend (Sat & Sun)
102 
Weekdays (Mon-Fri)
 
17
ValueCountFrequency (%) 
Anytime (Mon-Sun)26969.3%
 
Weekend (Sat & Sun)10226.3%
 
Weekdays (Mon-Fri)174.4%
 
2021-03-27T09:28:16.216079image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:16.346721image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:16.602379image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length19
Median length17
Mean length17.56958763
Min length17
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
45 minutes
154 
30 minutes
139 
15 minutes
40 
60 minutes
34 
More than 60 minutes
21 
ValueCountFrequency (%) 
45 minutes15439.7%
 
30 minutes13935.8%
 
15 minutes4010.3%
 
60 minutes348.8%
 
More than 60 minutes215.4%
 
2021-03-27T09:28:16.937945image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:17.094186image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:17.362578image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length20
Median length10
Mean length10.54123711
Min length10
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
266 
Neutral
50 
Disagree
35 
Strongly Agree
28 
Strongly disagree
 
9
ValueCountFrequency (%) 
Agree26668.6%
 
Neutral5012.9%
 
Disagree359.0%
 
Strongly Agree287.2%
 
Strongly disagree92.3%
 
2021-03-27T09:28:17.591448image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:17.744750image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:18.050620image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length5
Mean length6.456185567
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
137 
Strongly Agree
119 
Neutral
91 
Disagree
33 
Strongly disagree
 
8
ValueCountFrequency (%) 
Agree13735.3%
 
Strongly Agree11930.7%
 
Neutral9123.5%
 
Disagree338.5%
 
Strongly disagree82.1%
 
2021-03-27T09:28:18.354582image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:18.506234image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:18.693740image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length8.731958763
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
177 
Strongly Agree
87 
Neutral
76 
Disagree
41 
Strongly disagree
 
7
ValueCountFrequency (%) 
Agree17745.6%
 
Strongly Agree8722.4%
 
Neutral7619.6%
 
Disagree4110.6%
 
Strongly disagree71.8%
 
2021-03-27T09:28:18.978831image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:19.242810image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:19.432312image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length7.943298969
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
169 
Neutral
97 
Disagree
61 
Strongly Agree
34 
Strongly disagree
27 
ValueCountFrequency (%) 
Agree16943.6%
 
Neutral9725.0%
 
Disagree6115.7%
 
Strongly Agree348.8%
 
Strongly disagree277.0%
 
2021-03-27T09:28:19.726844image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:19.916711image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:20.106379image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length7.595360825
Min length5
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Agree
163 
Strongly Agree
87 
Neutral
80 
Disagree
52 
Strongly disagree
 
6
ValueCountFrequency (%) 
Agree16342.0%
 
Strongly Agree8722.4%
 
Neutral8020.6%
 
Disagree5213.4%
 
Strongly disagree61.5%
 
2021-03-27T09:28:20.362639image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:20.998976image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:21.194681image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length17
Median length7
Mean length8.018041237
Min length5
Distinct3
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Yes
286 
No
53 
Maybe
49 
ValueCountFrequency (%) 
Yes28673.7%
 
No5313.7%
 
Maybe4912.6%
 
2021-03-27T09:28:21.498433image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:21.642771image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:21.825264image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length5
Median length3
Mean length3.115979381
Min length2
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Important
248 
Very Important
56 
Moderately Important
45 
Slightly Important
34 
Unimportant
 
5
ValueCountFrequency (%) 
Important24863.9%
 
Very Important5614.4%
 
Moderately Important4511.6%
 
Slightly Important348.8%
 
Unimportant51.3%
 
2021-03-27T09:28:22.112565image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:22.274715image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:22.529778image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length20
Median length9
Mean length11.81185567
Min length9
Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Important
152 
Very Important
126 
Moderately Important
77 
Slightly Important
27 
Unimportant
 
6
ValueCountFrequency (%) 
Important15239.2%
 
Very Important12632.5%
 
Moderately Important7719.8%
 
Slightly Important277.0%
 
Unimportant61.5%
 
2021-03-27T09:28:22.866655image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:23.031731image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:23.301091image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length20
Median length14
Mean length13.46391753
Min length9

Number of calls
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Important
133 
Very Important
94 
Moderately Important
88 
Slightly Important
54 
Unimportant
19 
ValueCountFrequency (%) 
Important13334.3%
 
Very Important9424.2%
 
Moderately Important8822.7%
 
Slightly Important5413.9%
 
Unimportant194.9%
 
2021-03-27T09:28:23.547206image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:23.714735image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:24.012543image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length20
Median length14
Mean length14.05670103
Min length9

Politeness
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Important
155 
Very Important
119 
Moderately Important
63 
Slightly Important
45 
Unimportant
 
6
ValueCountFrequency (%) 
Important15539.9%
 
Very Important11930.7%
 
Moderately Important6316.2%
 
Slightly Important4511.6%
 
Unimportant61.5%
 
2021-03-27T09:28:24.246887image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:24.430875image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:24.639747image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length20
Median length14
Mean length13.3943299
Min length9

Freshness
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Very Important
137 
Important
128 
Slightly Important
60 
Moderately Important
58 
Unimportant
 
5
ValueCountFrequency (%) 
Very Important13735.3%
 
Important12833.0%
 
Slightly Important6015.5%
 
Moderately Important5814.9%
 
Unimportant51.3%
 
2021-03-27T09:28:24.896812image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:25.098571image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:25.342942image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length20
Median length14
Mean length13.82731959
Min length9

Temperature
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Important
148 
Very Important
126 
Moderately Important
88 
Slightly Important
24 
Unimportant
 
2
ValueCountFrequency (%) 
Important14838.1%
 
Very Important12632.5%
 
Moderately Important8822.7%
 
Slightly Important246.2%
 
Unimportant20.5%
 
2021-03-27T09:28:25.580361image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:25.773082image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:25.977342image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length20
Median length14
Mean length13.68556701
Min length9

Good Taste
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Very Important
178 
Important
154 
Moderately Important
39 
Slightly Important
 
11
Unimportant
 
6
ValueCountFrequency (%) 
Very Important17845.9%
 
Important15439.7%
 
Moderately Important3910.1%
 
Slightly Important112.8%
 
Unimportant61.5%
 
2021-03-27T09:28:26.213023image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:26.401873image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:26.598807image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length20
Median length14
Mean length12.68556701
Min length9

Good Quantity
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Very Important
174 
Important
153 
Moderately Important
33 
Slightly Important
25 
Unimportant
 
3
ValueCountFrequency (%) 
Very Important17444.8%
 
Important15339.4%
 
Moderately Important338.5%
 
Slightly Important256.4%
 
Unimportant30.8%
 
2021-03-27T09:28:26.833166image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-03-27T09:28:26.994135image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:28:27.234693image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length20
Median length14
Mean length12.77319588
Min length9

Output
Boolean

Distinct2
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Yes
301 
No
87 
ValueCountFrequency (%) 
Yes30177.6%
 
No8722.4%
 
2021-03-27T09:28:27.375237image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Interactions

2021-03-27T09:27:44.057500image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:44.419099image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:44.647990image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:44.914707image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Correlations

2021-03-27T09:28:27.484607image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2021-03-27T09:28:27.875243image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2021-03-27T09:28:28.190166image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2021-03-27T09:28:28.714640image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.
2021-03-27T09:28:31.903244image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

2021-03-27T09:27:45.830221image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/
2021-03-27T09:27:51.913805image/svg+xmlMatplotlib v3.3.3, https://matplotlib.org/

Sample

First rows

AgeGenderMarital StatusOccupationMonthly IncomeEducational QualificationsFamily sizeMedium (P1)Medium (P2)Meal(P1)Meal(P2)Perference(P1)Perference(P2)Ease and convenientTime savingMore restaurant choicesEasy Payment optionMore Offers and DiscountGood Food qualityGood Tracking systemSelf CookingHealth ConcernLate DeliveryPoor HygieneBad past experienceUnavailabilityUnaffordableLong delivery timeDelay of delivery person getting assignedDelay of delivery person picking up foodWrong order deliveredMissing itemOrder placed by mistakeInfluence of timeOrder TimeMaximum wait timeResidence in busy locationGoogle Maps AccuracyGood Road ConditionLow quantity low timeDelivery person abilityInfluence of ratingLess Delivery timeHigh Quality of packageNumber of callsPolitenessFreshnessTemperatureGood TasteGood QuantityOutput
020FemaleSingleStudentNo IncomePost Graduate4Food delivery appsWeb browserBreakfastLunchNon Veg foods (Lunch / Dinner)Bakery items (snacks)NeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralNeutralAgreeAgreeAgreeAgreeAgreeAgreeYesWeekend (Sat & Sun)30 minutesAgreeNeutralNeutralNeutralNeutralYesModerately ImportantModerately ImportantModerately ImportantModerately ImportantModerately ImportantModerately ImportantModerately ImportantModerately ImportantYes
124FemaleSingleStudentBelow Rs.10000Graduate3Food delivery appsWeb browserSnacksDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)Strongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeNeutralAgreeStrongly agreeStrongly agreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeYesAnytime (Mon-Sun)30 minutesStrongly AgreeNeutralDisagreeStrongly disagreeAgreeYesVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantYes
222MaleSingleStudentBelow Rs.10000Post Graduate3Food delivery appsDirect callLunchSnacksNon Veg foods (Lunch / Dinner)Ice cream / Cool drinksStrongly agreeStrongly agreeStrongly agreeNeutralNeutralDisagreeNeutralDisagreeNeutralNeutralAgreeAgreeAgreeAgreeAgreeAgreeAgreeStrongly agreeAgreeNeutralYesAnytime (Mon-Sun)45 minutesAgreeStrongly AgreeNeutralNeutralAgreeYesImportantVery ImportantModerately ImportantVery ImportantVery ImportantImportantVery ImportantModerately ImportantYes
322FemaleSingleStudentNo IncomeGraduate6Food delivery appsWalk-inSnacksDinnerVeg foods (Breakfast / Lunch / Dinner)Bakery items (snacks)AgreeAgreeStrongly agreeAgreeStrongly agreeAgreeAgreeAgreeStrongly agreeNeutralAgreeDisagreeDisagreeNeutralAgreeAgreeAgreeDisagreeDisagreeNeutralYesAnytime (Mon-Sun)30 minutesDisagreeAgreeAgreeNeutralAgreeYesVery ImportantImportantModerately ImportantVery ImportantVery ImportantVery ImportantVery ImportantImportantYes
422MaleSingleStudentBelow Rs.10000Post Graduate4Walk-inDirect callLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeAgreeAgreeAgreeNeutralNeutralAgreeStrongly agreeStrongly agreeAgreeStrongly agreeAgreeDisagreeStrongly agreeStrongly agreeNeutralNeutralNeutralDisagreeYesWeekend (Sat & Sun)30 minutesAgreeAgreeAgreeAgreeAgreeYesImportantImportantModerately ImportantImportantImportantImportantVery ImportantVery ImportantYes
527FemaleMarriedEmployeeMore than 50000Post Graduate2Food delivery appsWalk-inLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeNeutralAgreeAgreeNeutralAgreeDisagreeNeutralAgreeAgreeAgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeAgreeStrongly agreeStrongly agreeYesAnytime (Mon-Sun)45 minutesNeutralAgreeNeutralNeutralNeutralYesImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantYes
622MaleSingleStudentNo IncomeGraduate3Food delivery appsDirect callLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)Strongly agreeStrongly agreeAgreeStrongly agreeAgreeNeutralAgreeDisagreeAgreeDisagreeAgreeDisagreeStrongly agreeStrongly disagreeNeutralDisagreeDisagreeStrongly agreeStrongly agreeStrongly agreeNoAnytime (Mon-Sun)45 minutesAgreeStrongly AgreeDisagreeAgreeStrongly AgreeYesVery ImportantVery ImportantUnimportantImportantVery ImportantVery ImportantVery ImportantVery ImportantYes
724FemaleSingleStudentNo IncomePost Graduate3Food delivery appsDirect callDinnerDinnerNon Veg foods (Lunch / Dinner)Ice cream / Cool drinksStrongly agreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeNeutralNeutralNeutralNeutralAgreeAgreeAgreeNeutralAgreeAgreeYesWeekend (Sat & Sun)45 minutesAgreeAgreeAgreeNeutralDisagreeMaybeModerately ImportantImportantModerately ImportantSlightly ImportantImportantModerately ImportantVery ImportantVery ImportantYes
823FemaleSingleStudentNo IncomePost Graduate2Food delivery appsDirect callDinnerDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeStrongly agreeAgreeAgreeNeutralAgreeAgreeAgreeNeutralAgreeNeutralNeutralDisagreeAgreeAgreeAgreeAgreeAgreeStrongly agreeYesAnytime (Mon-Sun)30 minutesDisagreeDisagreeNeutralAgreeAgreeMaybeImportantImportantImportantImportantImportantImportantImportantImportantYes
923FemaleSingleStudentNo IncomePost Graduate4Food delivery appsWalk-inLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)NeutralNeutralNeutralNeutralNeutralNeutralNeutralAgreeAgreeNeutralNeutralNeutralNeutralNeutralAgreeAgreeAgreeNeutralAgreeAgreeYesWeekend (Sat & Sun)45 minutesAgreeAgreeAgreeDisagreeDisagreeYesModerately ImportantVery ImportantModerately ImportantModerately ImportantModerately ImportantModerately ImportantVery ImportantVery ImportantYes

Last rows

AgeGenderMarital StatusOccupationMonthly IncomeEducational QualificationsFamily sizeMedium (P1)Medium (P2)Meal(P1)Meal(P2)Perference(P1)Perference(P2)Ease and convenientTime savingMore restaurant choicesEasy Payment optionMore Offers and DiscountGood Food qualityGood Tracking systemSelf CookingHealth ConcernLate DeliveryPoor HygieneBad past experienceUnavailabilityUnaffordableLong delivery timeDelay of delivery person getting assignedDelay of delivery person picking up foodWrong order deliveredMissing itemOrder placed by mistakeInfluence of timeOrder TimeMaximum wait timeResidence in busy locationGoogle Maps AccuracyGood Road ConditionLow quantity low timeDelivery person abilityInfluence of ratingLess Delivery timeHigh Quality of packageNumber of callsPolitenessFreshnessTemperatureGood TasteGood QuantityOutput
37823FemaleSingleEmployee25001 to 50000Post Graduate2Food delivery appsWalk-inDinnerDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeNeutralAgreeAgreeStrongly agreeAgreeStrongly agreeDisagreeDisagreeStrongly disagreeDisagreeStrongly disagreeStrongly disagreeDisagreeAgreeAgreeNeutralAgreeAgreeStrongly agreeYesAnytime (Mon-Sun)30 minutesAgreeStrongly AgreeStrongly AgreeAgreeAgreeYesImportantModerately ImportantImportantImportantImportantImportantVery ImportantVery ImportantYes
37922MaleSingleStudentBelow Rs.10000Post Graduate4Walk-inDirect callLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeAgreeAgreeAgreeNeutralNeutralAgreeStrongly agreeStrongly agreeAgreeStrongly agreeAgreeDisagreeStrongly agreeStrongly agreeNeutralNeutralNeutralDisagreeYesWeekend (Sat & Sun)30 minutesAgreeAgreeAgreeAgreeAgreeYesImportantImportantModerately ImportantImportantImportantImportantVery ImportantVery ImportantYes
38027FemaleMarriedEmployeeMore than 50000Post Graduate2Food delivery appsWalk-inLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeNeutralAgreeAgreeNeutralAgreeDisagreeNeutralAgreeAgreeAgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeAgreeStrongly agreeStrongly agreeYesAnytime (Mon-Sun)45 minutesNeutralAgreeNeutralNeutralNeutralYesImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantYes
38122MaleSingleStudentNo IncomeGraduate3Food delivery appsDirect callLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)Strongly agreeStrongly agreeAgreeStrongly agreeAgreeNeutralAgreeDisagreeAgreeDisagreeAgreeDisagreeStrongly agreeStrongly disagreeNeutralDisagreeDisagreeStrongly agreeStrongly agreeStrongly agreeNoAnytime (Mon-Sun)45 minutesAgreeStrongly AgreeDisagreeAgreeStrongly AgreeYesVery ImportantVery ImportantUnimportantImportantVery ImportantVery ImportantVery ImportantVery ImportantYes
38224FemaleSingleStudentNo IncomePost Graduate3Food delivery appsDirect callDinnerDinnerNon Veg foods (Lunch / Dinner)Ice cream / Cool drinksStrongly agreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeNeutralNeutralNeutralNeutralAgreeAgreeAgreeNeutralAgreeAgreeYesWeekend (Sat & Sun)45 minutesAgreeAgreeAgreeNeutralDisagreeMaybeModerately ImportantImportantModerately ImportantSlightly ImportantImportantModerately ImportantVery ImportantVery ImportantYes
38323FemaleSingleStudentNo IncomePost Graduate2Food delivery appsDirect callDinnerDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeStrongly agreeAgreeAgreeNeutralAgreeAgreeAgreeNeutralAgreeNeutralNeutralDisagreeAgreeAgreeAgreeAgreeAgreeStrongly agreeYesAnytime (Mon-Sun)30 minutesDisagreeDisagreeNeutralAgreeAgreeMaybeImportantImportantImportantImportantImportantImportantImportantImportantYes
38423FemaleSingleStudentNo IncomePost Graduate4Food delivery appsWalk-inLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)NeutralNeutralNeutralNeutralNeutralNeutralNeutralAgreeAgreeNeutralNeutralNeutralNeutralNeutralAgreeAgreeAgreeNeutralAgreeAgreeYesWeekend (Sat & Sun)45 minutesAgreeAgreeAgreeDisagreeDisagreeYesModerately ImportantVery ImportantModerately ImportantModerately ImportantModerately ImportantModerately ImportantVery ImportantVery ImportantYes
38522FemaleSingleStudentNo IncomePost Graduate5Food delivery appsDirect callSnacksDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeAgreeAgreeAgreeNeutralAgreeAgreeStrongly agreeAgreeStrongly agreeAgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeYesAnytime (Mon-Sun)45 minutesAgreeAgreeStrongly AgreeNeutralAgreeYesImportantVery ImportantImportantImportantVery ImportantVery ImportantVery ImportantVery ImportantYes
38623MaleSingleStudentBelow Rs.10000Post Graduate2Food delivery appsWalk-inLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)Strongly agreeStrongly agreeStrongly agreeStrongly agreeAgreeAgreeStrongly agreeAgreeStrongly agreeDisagreeAgreeStrongly agreeStrongly agreeNeutralStrongly agreeStrongly agreeAgreeStrongly agreeStrongly agreeDisagreeMaybeWeekend (Sat & Sun)45 minutesStrongly AgreeDisagreeAgreeDisagreeStrongly AgreeYesImportantVery ImportantImportantVery ImportantVery ImportantImportantVery ImportantVery ImportantYes
38723MaleSingleStudentNo IncomePost Graduate5Walk-inDirect callSnacksDinnerNon Veg foods (Lunch / Dinner)Bakery items (snacks)AgreeNeutralAgreeAgreeAgreeDisagreeAgreeNeutralAgreeNeutralAgreeDisagreeDisagreeNeutralAgreeNeutralNeutralDisagreeStrongly disagreeStrongly disagreeYesWeekend (Sat & Sun)30 minutesAgreeAgreeNeutralDisagreeAgreeMaybeSlightly ImportantUnimportantSlightly ImportantModerately ImportantModerately ImportantModerately ImportantModerately ImportantSlightly ImportantYes

Duplicate rows

Most frequent

AgeGenderMarital StatusOccupationMonthly IncomeEducational QualificationsFamily sizeMedium (P1)Medium (P2)Meal(P1)Meal(P2)Perference(P1)Perference(P2)Ease and convenientTime savingMore restaurant choicesEasy Payment optionMore Offers and DiscountGood Food qualityGood Tracking systemSelf CookingHealth ConcernLate DeliveryPoor HygieneBad past experienceUnavailabilityUnaffordableLong delivery timeDelay of delivery person getting assignedDelay of delivery person picking up foodWrong order deliveredMissing itemOrder placed by mistakeInfluence of timeOrder TimeMaximum wait timeResidence in busy locationGoogle Maps AccuracyGood Road ConditionLow quantity low timeDelivery person abilityInfluence of ratingLess Delivery timeHigh Quality of packageNumber of callsPolitenessFreshnessTemperatureGood TasteGood QuantityOutputcount
2223FemaleSingleStudentNo IncomePost Graduate4Food delivery appsDirect callDinnerDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)Strongly agreeStrongly agreeStrongly agreeNeutralNeutralStrongly agreeStrongly agreeNeutralDisagreeNeutralStrongly agreeAgreeNeutralDisagreeAgreeAgreeAgreeStrongly agreeAgreeNeutralYesWeekend (Sat & Sun)45 minutesNeutralNeutralNeutralNeutralNeutralYesImportantImportantModerately ImportantModerately ImportantVery ImportantVery ImportantVery ImportantVery ImportantYes6
1823FemaleSingleStudentNo IncomeGraduate5Food delivery appsDirect callLunchSnacksVeg foods (Breakfast / Lunch / Dinner)Ice cream / Cool drinksStrongly agreeAgreeAgreeNeutralAgreeNeutralNeutralAgreeNeutralAgreeAgreeNeutralAgreeDisagreeNeutralNeutralNeutralNeutralNeutralNeutralYesWeekdays (Mon-Fri)45 minutesNeutralNeutralNeutralNeutralNeutralYesSlightly ImportantModerately ImportantSlightly ImportantSlightly ImportantImportantImportantImportantImportantYes4
020MaleSingleStudentNo IncomeGraduate2Food delivery appsDirect callLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeStrongly agreeAgreeAgreeStrongly agreeAgreeStrongly agreeDisagreeDisagreeAgreeDisagreeDisagreeStrongly disagreeStrongly disagreeAgreeStrongly agreeAgreeStrongly disagreeStrongly disagreeStrongly disagreeYesWeekend (Sat & Sun)45 minutesAgreeStrongly AgreeAgreeAgreeDisagreeYesImportantModerately ImportantModerately ImportantImportantImportantVery ImportantVery ImportantImportantYes3
221MaleSingleStudentNo IncomeGraduate2Food delivery appsDirect callDinnerDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)DisagreeDisagreeNeutralDisagreeNeutralDisagreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeAgreeDisagreeNeutralAgreeDisagreeDisagreeDisagreeYesAnytime (Mon-Sun)30 minutesAgreeStrongly AgreeAgreeAgreeStrongly AgreeYesModerately ImportantImportantImportantImportantImportantVery ImportantVery ImportantVery ImportantNo3
521MaleSingleStudentNo IncomeGraduate5Food delivery appsWeb browserLunchSnacksNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeStrongly agreeAgreeAgreeStrongly agreeAgreeNeutralAgreeNeutralAgreeAgreeDisagreeDisagreeDisagreeDisagreeNeutralDisagreeAgreeAgreeStrongly agreeYesWeekend (Sat & Sun)45 minutesAgreeNeutralAgreeStrongly AgreeStrongly AgreeYesImportantImportantVery ImportantImportantSlightly ImportantModerately ImportantImportantImportantYes3
622FemaleSingleEmployee25001 to 50000Graduate4Food delivery appsWalk-inLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)Strongly agreeAgreeNeutralNeutralAgreeNeutralAgreeAgreeStrongly agreeNeutralStrongly agreeAgreeAgreeDisagreeDisagreeDisagreeDisagreeAgreeAgreeAgreeYesAnytime (Mon-Sun)45 minutesStrongly AgreeStrongly AgreeStrongly AgreeAgreeAgreeYesImportantVery ImportantVery ImportantVery ImportantVery ImportantImportantVery ImportantImportantYes3
822FemaleSingleStudentNo IncomeGraduate2Food delivery appsDirect callBreakfastSnacksNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeDisagreeDisagreeStrongly disagreeStrongly disagreeStrongly disagreeStrongly disagreeStrongly disagreeStrongly disagreeStrongly disagreeStrongly disagreeStrongly disagreeStrongly disagreeStrongly disagreeNoAnytime (Mon-Sun)More than 60 minutesAgreeAgreeStrongly AgreeAgreeDisagreeMaybeImportantImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantVery ImportantYes3
1022FemaleSingleStudentNo IncomePost Graduate5Food delivery appsDirect callSnacksDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeAgreeAgreeAgreeNeutralAgreeAgreeStrongly agreeAgreeStrongly agreeAgreeAgreeAgreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeYesAnytime (Mon-Sun)45 minutesAgreeAgreeStrongly AgreeNeutralAgreeYesImportantVery ImportantImportantImportantVery ImportantVery ImportantVery ImportantVery ImportantYes3
1222MaleSingleStudentBelow Rs.10000Post Graduate4Walk-inDirect callLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)AgreeAgreeAgreeAgreeAgreeNeutralNeutralAgreeStrongly agreeStrongly agreeAgreeStrongly agreeAgreeDisagreeStrongly agreeStrongly agreeNeutralNeutralNeutralDisagreeYesWeekend (Sat & Sun)30 minutesAgreeAgreeAgreeAgreeAgreeYesImportantImportantModerately ImportantImportantImportantImportantVery ImportantVery ImportantYes3
1322MaleSingleStudentNo IncomeGraduate3Food delivery appsDirect callLunchDinnerNon Veg foods (Lunch / Dinner)Veg foods (Breakfast / Lunch / Dinner)Strongly agreeStrongly agreeAgreeStrongly agreeAgreeNeutralAgreeDisagreeAgreeDisagreeAgreeDisagreeStrongly agreeStrongly disagreeNeutralDisagreeDisagreeStrongly agreeStrongly agreeStrongly agreeNoAnytime (Mon-Sun)45 minutesAgreeStrongly AgreeDisagreeAgreeStrongly AgreeYesVery ImportantVery ImportantUnimportantImportantVery ImportantVery ImportantVery ImportantVery ImportantYes3